Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics

19 May 2017

Alex Kendall

Papers citing "Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics"

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Title
KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning Shyamgopal Karthik Massimiliano Mancini Zeynep Akata CoGe 32 41 0 13 May 2022
Homography-Based Loss Function for Camera Pose Regression Clémentin Boittiaux R. Marxer C. Dune A. Arnaubec Vincent Hugel 28 5 0 04 May 2022
License Plate Privacy in Collaborative Visual Analysis of Traffic Scenes Saeed Ranjbar Alvar Korcan Uyanik Ivan V. Bajić 22 4 0 03 May 2022
Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training Guanhong Wang Ke Lu Yang Zhou Zhanhao He Gaoang Wang SSL 32 3 0 27 Apr 2022
PedRecNet: Multi-task deep neural network for full 3D human pose and orientation estimation Dennis Burgermeister Cristóbal Curio 3DH CVBM 34 12 0 25 Apr 2022
SelfD: Self-Learning Large-Scale Driving Policies From the Web Jimuyang Zhang Ruizhao Zhu Eshed Ohn-Bar 24 20 0 21 Apr 2022
RangeUDF: Semantic Surface Reconstruction from 3D Point Clouds Bing Wang Zheng-Sheng Yu Bo Yang Jie Qin T. Breckon Ling Shao Niki Trigoni Andrew Markham 3DPC 3DV 18 16 0 19 Apr 2022
Shape-Aware Monocular 3D Object Detection Wei Chen Jie Zhao Wanqing Zhao Song Wu 3DPC 33 12 0 19 Apr 2022
Dense Learning based Semi-Supervised Object Detection Binghui Chen Pengyu Li Xiang Chen Biao Wang Lei Zhang Xia Hua ObjD 42 64 0 15 Apr 2022
Leveraging convergence behavior to balance conflicting tasks in multi-task learning A. T. M. Nakamura D. Wolf V. Grassi 23 7 0 14 Apr 2022
Predicting score distribution to improve non-intrusive speech quality estimation A. Faridee H. Gamper 21 1 0 13 Apr 2022
GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition Yang Li Ji Chen Fu Li Boxun Fu Hao Wu Youshuo Ji Yijing Zhou Yi Niu Guangming Shi Wenming Zheng SSL 33 91 0 12 Apr 2022
Data Splits and Metrics for Method Benchmarking on Surgical Action Triplet Datasets C. Nwoye N. Padoy 35 17 0 11 Apr 2022
UniDU: Towards A Unified Generative Dialogue Understanding Framework Zhi Chen Lu Chen B. Chen Libo Qin Yuncong Liu Su Zhu Jian-Guang Lou Kai Yu 47 13 0 10 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 35 27 0 06 Apr 2022
Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis Sheng Wang Xi Ouyang Tianming Liu Qian Wang Dinggang Shen MedIm 40 66 0 06 Apr 2022
Analyzing the Effects of Handling Data Imbalance on Learned Features from Medical Images by Looking Into the Models Ashkan Khakzar Yawei Li Yang Zhang Mirac Sanisoglu Seong Tae Kim Mina Rezaei Bernd Bischl Nassir Navab 35 0 0 04 Apr 2022
FoV-Net: Field-of-View Extrapolation Using Self-Attention and Uncertainty Liqian Ma Stamatios Georgoulis Xu Jia Luc Van Gool 32 6 0 04 Apr 2022
Human Instance Segmentation and Tracking via Data Association and Single-stage Detector Lu Cheng Mingde Zhao 28 0 0 31 Mar 2022
Factored Adaptation for Non-Stationary Reinforcement Learning Fan Feng Erdun Gao Kun Zhang Sara Magliacane CML OffRL 49 32 0 30 Mar 2022
Region of Interest focused MRI to Synthetic CT Translation using Regression and Classification Multi-task Network S. Kaushik M. Bylund C. Cozzini D. Shanbhag S. Petit ... K. Chandrasekharan J. Jonsson T. Nyholm F. Wiesinger Bjoern H. Menze 9 4 0 30 Mar 2022
Controllable Dynamic Multi-Task Architectures Dripta S. Raychaudhuri Yumin Suh S. Schulter Xiang Yu M. Faraki Amit K. Roy-Chowdhury Manmohan Chandraker 26 32 0 28 Mar 2022
Modular Adaptive Policy Selection for Multi-Task Imitation Learning through Task Division Dafni Antotsiou C. Ciliberto Tae-Kyun Kim 38 3 0 28 Mar 2022
Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing Qi Zheng Jiankang Deng Zheng Hua Zhu Ying Li S. Zafeiriou CVBM 24 28 0 28 Mar 2022
LibMTL: A Python Library for Multi-Task Learning Baijiong Lin Yu Zhang OffRL AI4CE 33 37 0 27 Mar 2022
Estimation of speaker age and height from speech signal using bi-encoder transformer mixture model Tarun Gupta Duc-Tuan Truong Tran The Anh Chng Eng Siong 29 14 0 22 Mar 2022
Representation Uncertainty in Self-Supervised Learning as Variational Inference Hiroki Nakamura Masashi Okada T. Taniguchi 25 18 0 22 Mar 2022
One-Stage Deep Edge Detection Based on Dense-Scale Feature Fusion and Pixel-Level Imbalance Learning Dawei Dai Chunjie Wang Shuyin Xia Yingge Liu Guo-Zhen Wang 27 8 0 17 Mar 2022
Sat-NeRF: Learning Multi-View Satellite Photogrammetry With Transient Objects and Shadow Modeling Using RPC Cameras Roger Marí Gabriele Facciolo T. Ehret 18 63 0 16 Mar 2022
Geographic Adaptation of Pretrained Language Models Valentin Hofmann Goran Glavaš Nikola Ljubevsić J. Pierrehumbert Hinrich Schütze VLM 26 16 0 16 Mar 2022
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding Hanrong Ye Dan Xu ViT 31 84 0 15 Mar 2022
MetaBalance: Improving Multi-Task Recommendations via Adapting Gradient Magnitudes of Auxiliary Tasks Yun He Xuening Feng Cheng Cheng Geng Ji Yunsong Guo James Caverlee 16 42 0 14 Mar 2022
On Steering Multi-Annotations per Sample for Multi-Task Learning Yuan Li Yiwen Guo Qizhang Li Hongzhi Zhang W. Zuo 25 0 0 06 Mar 2022
Detecting Adversarial Perturbations in Multi-Task Perception Marvin Klingner V. Kumar S. Yogamani Andreas Bär Tim Fingscheidt AAML 39 15 0 02 Mar 2022
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI Sofie Tilborghs J. Bogaert F. Maes 32 6 0 02 Mar 2022
Deepfake Network Architecture Attribution Tianyun Yang Ziyao Huang Juan Cao Lei Li Xirong Li 65 52 0 28 Feb 2022
Multi-task Learning Approach for Modulation and Wireless Signal Classification for 5G and Beyond: Edge Deployment via Model Compression Anu Jagannath Jithin Jagannath 28 27 0 26 Feb 2022
Large Scale Passenger Detection with Smartphone/Bus Implicit Interaction and Multisensory Unsupervised Cause-effect Learning Valentino Servizi D. R. Persson Francisco Câmara Pereira Hannah Villadsen Per Baekgaard Jeppe Rich Otto Anker Nielsen 6 0 0 24 Feb 2022
"Is not the truth the truth?": Analyzing the Impact of User Validations for Bus In/Out Detection in Smartphone-based Surveys Valentino Servizi D. R. Persson Francisco Câmara Pereira Hannah Villadsen Per Bækgaard Inon Peled Otto Anker Nielsen 24 2 0 24 Feb 2022
Structured Multi-task Learning for Molecular Property Prediction Shengchao Liu Meng Qu Zuobai Zhang Huiyu Cai Jian Tang 23 24 0 22 Feb 2022
Computing Multiple Image Reconstructions with a Single Hypernetwork Alan Q. Wang Adrian Dalca M. Sabuncu 43 8 0 22 Feb 2022
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections Zeyu Zhu Huijing Zhao 29 8 0 21 Feb 2022
Point Cloud Generation with Continuous Conditioning Larissa T. Triess Andreas Bühler David Peter F. Flohr J. Marius Zöllner 3DV 3DPC 50 7 0 17 Feb 2022
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images Hongzhi Zhu R. Rohling Septimiu Salcudean 19 4 0 15 Feb 2022
Gaze-Guided Class Activation Mapping: Leveraging Human Attention for Network Attention in Chest X-rays Classification Hongzhi Zhu Septimiu Salcudean R. Rohling MedIm 28 4 0 15 Feb 2022
UserBERT: Modeling Long- and Short-Term User Preferences via Self-Supervision Tianyu Li Ali Cevahir Derek Cho Hao Gong Duy Nguyen B. Stenger SSL 18 1 0 14 Feb 2022
Auto-Lambda: Disentangling Dynamic Task Relationships Shikun Liu Stephen James Andrew J. Davison Edward Johns 42 75 0 07 Feb 2022
3D Object Detection from Images for Autonomous Driving: A Survey Xinzhu Ma Wanli Ouyang Andrea Simonelli Elisa Ricci 3DPC 70 96 0 07 Feb 2022
Multi-Task Learning as a Bargaining Game Aviv Navon Aviv Shamsian Idan Achituve Haggai Maron Kenji Kawaguchi Gal Chechik Ethan Fetaya 25 143 0 02 Feb 2022
Multi-Order Networks for Action Unit Detection Gauthier Tallec Arnaud Dapogny Kévin Bailly CVBM 22 13 0 01 Feb 2022